Industry-leading foundation models for pathology
Atlas 2: the top-performing, most comprehensively benchmarked pathology model
Atlas 2 was co-developed with Mayo Clinic and trained on 5.5 million whole slide images, on a ViT architecture with approximately 2 billion parameters. Evaluated against 15 publicly available models across 80 benchmarks, it performed best in every benchmark suite and showed the highest average robustness to scanner, staining and medical center variation.
Biopharma companies interested in piloting or licensing Atlas 2 can reach out using the form linked below.
Slides
Staining types
Cases
Tissue types
Scanner types
Development partners
RudolfV 2: open-access pathology foundation models
Across a broad set of public benchmarks, RudolfV 2 is the best performing open-access pathology foundation model, approaching the performance and robustness of our flagship model, Atlas 2. It was trained on more than 300,000 whole slide images from Charité – Universitätsmedizin Berlin and LMU Munich, on a ViT-g architecture with approximately 1.1 billion parameters. Two distilled versions preserve high performance at a fraction of the compute.
Released for academic researchers. For commercial use cases, Atlas 2 is available.
RudolfV 2 includes a dedicated post-training stage, a first for pathology foundation models.
A timeline of our foundation models
RudolfV 2
Released as open-access weights with two distilled variants, 2-B and 2-S. The best performing and most robust open-access pathology foundation models released so far.
Atlas 2
Developed with Mayo Clinic. The top performing pathology foundation model to date, leading every benchmark suite across 80 public benchmarks.
Atlas
First foundation model developed with Mayo Clinic, with leading performance across a wide range of clinical applications.
RudolfV
Aignostics releases its first foundation model, setting a new standard for performance on public benchmarks.